Overview

Dataset statistics

Number of variables23
Number of observations43
Missing cells158
Missing cells (%)16.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory10.3 KiB
Average record size in memory246.0 B

Variable types

Categorical2
Numeric21

Warnings

Farm is highly correlated with Total_emissionsHigh correlation
Total_emissions is highly correlated with FarmHigh correlation
Land use per 1000kcal (m² per 1000kcal) is highly correlated with Land use per kilogram (m² per kilogram)High correlation
Land use per kilogram (m² per kilogram) is highly correlated with Land use per 1000kcal (m² per 1000kcal) and 1 other fieldsHigh correlation
Land use per 100g protein (m² per 100g protein) is highly correlated with Land use per kilogram (m² per kilogram)High correlation
Food product is highly correlated with RetailHigh correlation
Retail is highly correlated with Food productHigh correlation
Eutrophying emissions per 1000kcal (gPO₄eq per 1000kcal) has 10 (23.3%) missing values Missing
Eutrophying emissions per kilogram (gPO₄eq per kilogram) has 5 (11.6%) missing values Missing
Eutrophying emissions per 100g protein (gPO₄eq per 100 grams protein) has 16 (37.2%) missing values Missing
Freshwater withdrawals per 1000kcal (liters per 1000kcal) has 13 (30.2%) missing values Missing
Freshwater withdrawals per 100g protein (liters per 100g protein) has 17 (39.5%) missing values Missing
Freshwater withdrawals per kilogram (liters per kilogram) has 5 (11.6%) missing values Missing
Greenhouse gas emissions per 1000kcal (kgCO₂eq per 1000kcal) has 10 (23.3%) missing values Missing
Greenhouse gas emissions per 100g protein (kgCO₂eq per 100g protein) has 16 (37.2%) missing values Missing
Land use per 1000kcal (m² per 1000kcal) has 10 (23.3%) missing values Missing
Land use per kilogram (m² per kilogram) has 5 (11.6%) missing values Missing
Land use per 100g protein (m² per 100g protein) has 16 (37.2%) missing values Missing
Scarcity-weighted water use per kilogram (liters per kilogram) has 5 (11.6%) missing values Missing
Scarcity-weighted water use per 100g protein (liters per 100g protein) has 17 (39.5%) missing values Missing
Scarcity-weighted water use per 1000kcal (liters per 1000 kilocalories) has 13 (30.2%) missing values Missing
Food product is uniformly distributed Uniform
Food product has unique values Unique
Land use change has 14 (32.6%) zeros Zeros
Animal Feed has 33 (76.7%) zeros Zeros
Processing has 18 (41.9%) zeros Zeros
Transport has 1 (2.3%) zeros Zeros
Packging has 10 (23.3%) zeros Zeros
Freshwater withdrawals per kilogram (liters per kilogram) has 1 (2.3%) zeros Zeros
Scarcity-weighted water use per kilogram (liters per kilogram) has 1 (2.3%) zeros Zeros

Reproduction

Analysis started2021-06-03 18:49:19.044405
Analysis finished2021-06-03 18:49:57.804615
Duration38.76 seconds
Software versionpandas-profiling v2.11.0
Download configurationconfig.yaml

Variables

Food product
Categorical

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct43
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size2.9 KiB
Groundnuts
 
1
Poultry Meat
 
1
Cheese
 
1
Coffee
 
1
Eggs
 
1
Other values (38)
38 

Length

Max length19
Median length10
Mean length10.02325581
Min length4

Characters and Unicode

Total characters431
Distinct characters44
Distinct categories6 ?
Distinct scripts2 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique43 ?
Unique (%)100.0%

Sample

1st rowWheat & Rye (Bread)
2nd rowMaize (Meal)
3rd rowBarley (Beer)
4th rowOatmeal
5th rowRice
ValueCountFrequency (%)
Groundnuts1
 
2.3%
Poultry Meat1
 
2.3%
Cheese1
 
2.3%
Coffee1
 
2.3%
Eggs1
 
2.3%
Maize (Meal)1
 
2.3%
Fish (farmed)1
 
2.3%
Other Vegetables1
 
2.3%
Beef (beef herd)1
 
2.3%
Rice1
 
2.3%
Other values (33)33
76.7%
Histogram of lengths of the category
ValueCountFrequency (%)
oil5
 
6.7%
4
 
5.3%
other3
 
4.0%
beef3
 
4.0%
meat2
 
2.7%
sugar2
 
2.7%
herd2
 
2.7%
farmed2
 
2.7%
fruit2
 
2.7%
vegetables2
 
2.7%
Other values (48)48
64.0%

Most occurring characters

ValueCountFrequency (%)
e57
 
13.2%
a35
 
8.1%
32
 
7.4%
s26
 
6.0%
r25
 
5.8%
t23
 
5.3%
i21
 
4.9%
l19
 
4.4%
o17
 
3.9%
u13
 
3.0%
Other values (34)163
37.8%

Most occurring categories

ValueCountFrequency (%)
Lowercase Letter316
73.3%
Uppercase Letter65
 
15.1%
Space Separator32
 
7.4%
Open Punctuation7
 
1.6%
Close Punctuation7
 
1.6%
Other Punctuation4
 
0.9%

Most frequent character per category

ValueCountFrequency (%)
e57
18.0%
a35
11.1%
s26
 
8.2%
r25
 
7.9%
t23
 
7.3%
i21
 
6.6%
l19
 
6.0%
o17
 
5.4%
u13
 
4.1%
n11
 
3.5%
Other values (13)69
21.8%
ValueCountFrequency (%)
O11
16.9%
B9
13.8%
M6
9.2%
P6
9.2%
C6
9.2%
S6
9.2%
R4
 
6.2%
F3
 
4.6%
W2
 
3.1%
G2
 
3.1%
Other values (7)10
15.4%
ValueCountFrequency (%)
32
100.0%
ValueCountFrequency (%)
&4
100.0%
ValueCountFrequency (%)
(7
100.0%
ValueCountFrequency (%)
)7
100.0%

Most occurring scripts

ValueCountFrequency (%)
Latin381
88.4%
Common50
 
11.6%

Most frequent character per script

ValueCountFrequency (%)
e57
15.0%
a35
 
9.2%
s26
 
6.8%
r25
 
6.6%
t23
 
6.0%
i21
 
5.5%
l19
 
5.0%
o17
 
4.5%
u13
 
3.4%
O11
 
2.9%
Other values (30)134
35.2%
ValueCountFrequency (%)
32
64.0%
(7
 
14.0%
)7
 
14.0%
&4
 
8.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII431
100.0%

Most frequent character per block

ValueCountFrequency (%)
e57
 
13.2%
a35
 
8.1%
32
 
7.4%
s26
 
6.0%
r25
 
5.8%
t23
 
5.3%
i21
 
4.9%
l19
 
4.4%
o17
 
3.9%
u13
 
3.0%
Other values (34)163
37.8%

Land use change
Real number (ℝ)

ZEROS

Distinct21
Distinct (%)48.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.260465116
Minimum-2.1
Maximum16.3
Zeros14
Zeros (%)32.6%
Memory size472.0 B

Quantile statistics

Minimum-2.1
5-th percentile-0.1
Q10
median0.2
Q30.8
95-th percentile4.42
Maximum16.3
Range18.4
Interquartile range (IQR)0.8

Descriptive statistics

Standard deviation3.357730209
Coefficient of variation (CV)2.6638819
Kurtosis14.15401666
Mean1.260465116
Median Absolute Deviation (MAD)0.2
Skewness3.689864453
Sum54.2
Variance11.27435216
MonotocityNot monotonic
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
014
32.6%
0.13
 
7.0%
0.53
 
7.0%
0.23
 
7.0%
-0.12
 
4.7%
3.12
 
4.7%
0.42
 
4.7%
-0.41
 
2.3%
3.71
 
2.3%
0.31
 
2.3%
Other values (11)11
25.6%
ValueCountFrequency (%)
-2.11
 
2.3%
-0.41
 
2.3%
-0.12
 
4.7%
014
32.6%
0.13
 
7.0%
0.23
 
7.0%
0.31
 
2.3%
0.42
 
4.7%
0.53
 
7.0%
0.61
 
2.3%
ValueCountFrequency (%)
16.31
2.3%
14.31
2.3%
4.51
2.3%
3.71
2.3%
3.12
4.7%
2.51
2.3%
1.51
2.3%
1.21
2.3%
11
2.3%
0.91
2.3%

Animal Feed
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)23.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.4534883721
Minimum0
Maximum2.9
Zeros33
Zeros (%)76.7%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile0
Q10
median0
Q30
95-th percentile2.49
Maximum2.9
Range2.9
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.9191996615
Coefficient of variation (CV)2.0269531
Kurtosis1.208387557
Mean0.4534883721
Median Absolute Deviation (MAD)0
Skewness1.710477461
Sum19.5
Variance0.8449280177
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
033
76.7%
2.52
 
4.7%
2.21
 
2.3%
2.91
 
2.3%
1.81
 
2.3%
2.41
 
2.3%
2.31
 
2.3%
0.21
 
2.3%
1.91
 
2.3%
0.81
 
2.3%
ValueCountFrequency (%)
033
76.7%
0.21
 
2.3%
0.81
 
2.3%
1.81
 
2.3%
1.91
 
2.3%
2.21
 
2.3%
2.31
 
2.3%
2.41
 
2.3%
2.52
 
4.7%
2.91
 
2.3%
ValueCountFrequency (%)
2.91
 
2.3%
2.52
 
4.7%
2.41
 
2.3%
2.31
 
2.3%
2.21
 
2.3%
1.91
 
2.3%
1.81
 
2.3%
0.81
 
2.3%
0.21
 
2.3%
033
76.7%

Farm
Real number (ℝ≥0)

HIGH CORRELATION

Distinct24
Distinct (%)55.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.469767442
Minimum0.1
Maximum39.4
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.1
5-th percentile0.2
Q10.35
median0.8
Q32.2
95-th percentile15.44
Maximum39.4
Range39.3
Interquartile range (IQR)1.85

Descriptive statistics

Standard deviation7.083264478
Coefficient of variation (CV)2.041423408
Kurtosis16.07241923
Mean3.469767442
Median Absolute Deviation (MAD)0.6
Skewness3.721834528
Sum149.2
Variance50.17263566
MonotocityNot monotonic
Histogram with fixed size bins (bins=24)
ValueCountFrequency (%)
0.27
16.3%
0.54
 
9.3%
0.74
 
9.3%
2.13
 
7.0%
0.33
 
7.0%
1.42
 
4.7%
1.52
 
4.7%
3.62
 
4.7%
0.41
 
2.3%
19.51
 
2.3%
Other values (14)14
32.6%
ValueCountFrequency (%)
0.11
 
2.3%
0.27
16.3%
0.33
7.0%
0.41
 
2.3%
0.54
9.3%
0.61
 
2.3%
0.74
9.3%
0.81
 
2.3%
1.11
 
2.3%
1.31
 
2.3%
ValueCountFrequency (%)
39.41
2.3%
19.51
2.3%
15.71
2.3%
13.11
2.3%
10.41
2.3%
8.41
2.3%
4.31
2.3%
3.71
2.3%
3.62
4.7%
2.31
2.3%

Processing
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)23.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2534883721
Minimum0
Maximum1.3
Zeros18
Zeros (%)41.9%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile0
Q10
median0.1
Q30.3
95-th percentile1.1
Maximum1.3
Range1.3
Interquartile range (IQR)0.3

Descriptive statistics

Standard deviation0.3724748871
Coefficient of variation (CV)1.469396344
Kurtosis2.036360908
Mean0.2534883721
Median Absolute Deviation (MAD)0.1
Skewness1.727699171
Sum10.9
Variance0.1387375415
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
018
41.9%
0.17
 
16.3%
0.26
 
14.0%
1.32
 
4.7%
0.32
 
4.7%
0.72
 
4.7%
0.42
 
4.7%
1.12
 
4.7%
0.61
 
2.3%
0.81
 
2.3%
ValueCountFrequency (%)
018
41.9%
0.17
 
16.3%
0.26
 
14.0%
0.32
 
4.7%
0.42
 
4.7%
0.61
 
2.3%
0.72
 
4.7%
0.81
 
2.3%
1.12
 
4.7%
1.32
 
4.7%
ValueCountFrequency (%)
1.32
 
4.7%
1.12
 
4.7%
0.81
 
2.3%
0.72
 
4.7%
0.61
 
2.3%
0.42
 
4.7%
0.32
 
4.7%
0.26
 
14.0%
0.17
 
16.3%
018
41.9%

Transport
Real number (ℝ≥0)

ZEROS

Distinct8
Distinct (%)18.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.1953488372
Minimum0
Maximum0.8
Zeros1
Zeros (%)2.3%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile0.1
Q10.1
median0.1
Q30.2
95-th percentile0.5
Maximum0.8
Range0.8
Interquartile range (IQR)0.1

Descriptive statistics

Standard deviation0.1587952986
Coefficient of variation (CV)0.812880695
Kurtosis4.696652541
Mean0.1953488372
Median Absolute Deviation (MAD)0
Skewness2.062834162
Sum8.4
Variance0.02521594684
MonotocityNot monotonic
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.123
53.5%
0.29
 
20.9%
0.35
 
11.6%
0.52
 
4.7%
0.81
 
2.3%
0.61
 
2.3%
0.41
 
2.3%
01
 
2.3%
ValueCountFrequency (%)
01
 
2.3%
0.123
53.5%
0.29
 
20.9%
0.35
 
11.6%
0.41
 
2.3%
0.52
 
4.7%
0.61
 
2.3%
0.81
 
2.3%
ValueCountFrequency (%)
0.81
 
2.3%
0.61
 
2.3%
0.52
 
4.7%
0.41
 
2.3%
0.35
 
11.6%
0.29
 
20.9%
0.123
53.5%
01
 
2.3%

Packging
Real number (ℝ≥0)

ZEROS

Distinct10
Distinct (%)23.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.2697674419
Minimum0
Maximum1.6
Zeros10
Zeros (%)23.3%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile0
Q10.1
median0.1
Q30.3
95-th percentile0.9
Maximum1.6
Range1.6
Interquartile range (IQR)0.2

Descriptive statistics

Standard deviation0.3426332787
Coefficient of variation (CV)1.270106119
Kurtosis4.47441139
Mean0.2697674419
Median Absolute Deviation (MAD)0.1
Skewness2.009749088
Sum11.6
Variance0.1173975637
MonotocityNot monotonic
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%)
0.113
30.2%
010
23.3%
0.26
14.0%
0.34
 
9.3%
0.93
 
7.0%
0.42
 
4.7%
0.82
 
4.7%
0.71
 
2.3%
1.61
 
2.3%
0.51
 
2.3%
ValueCountFrequency (%)
010
23.3%
0.113
30.2%
0.26
14.0%
0.34
 
9.3%
0.42
 
4.7%
0.51
 
2.3%
0.71
 
2.3%
0.82
 
4.7%
0.93
 
7.0%
1.61
 
2.3%
ValueCountFrequency (%)
1.61
 
2.3%
0.93
 
7.0%
0.82
 
4.7%
0.71
 
2.3%
0.51
 
2.3%
0.42
 
4.7%
0.34
 
9.3%
0.26
14.0%
0.113
30.2%
010
23.3%

Retail
Categorical

HIGH CORRELATION

Distinct4
Distinct (%)9.3%
Missing0
Missing (%)0.0%
Memory size472.0 B
0.0
29 
0.2
0.3
0.1

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters129
Distinct characters5
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.1
2nd row0.0
3rd row0.3
4th row0.0
5th row0.1
ValueCountFrequency (%)
0.029
67.4%
0.26
 
14.0%
0.35
 
11.6%
0.13
 
7.0%
Histogram of lengths of the category
ValueCountFrequency (%)
0.029
67.4%
0.26
 
14.0%
0.35
 
11.6%
0.13
 
7.0%

Most occurring characters

ValueCountFrequency (%)
072
55.8%
.43
33.3%
26
 
4.7%
35
 
3.9%
13
 
2.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number86
66.7%
Other Punctuation43
33.3%

Most frequent character per category

ValueCountFrequency (%)
072
83.7%
26
 
7.0%
35
 
5.8%
13
 
3.5%
ValueCountFrequency (%)
.43
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common129
100.0%

Most frequent character per script

ValueCountFrequency (%)
072
55.8%
.43
33.3%
26
 
4.7%
35
 
3.9%
13
 
2.3%

Most occurring blocks

ValueCountFrequency (%)
ASCII129
100.0%

Most frequent character per block

ValueCountFrequency (%)
072
55.8%
.43
33.3%
26
 
4.7%
35
 
3.9%
13
 
2.3%

Total_emissions
Real number (ℝ≥0)

HIGH CORRELATION

Distinct34
Distinct (%)79.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5.972093023
Minimum0.2
Maximum59.6
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.2
5-th percentile0.3
Q10.85
median1.6
Q36
95-th percentile21.19
Maximum59.6
Range59.4
Interquartile range (IQR)5.15

Descriptive statistics

Standard deviation10.50175327
Coefficient of variation (CV)1.758471147
Kurtosis16.08415157
Mean5.972093023
Median Absolute Deviation (MAD)1.3
Skewness3.618266532
Sum256.8
Variance110.2868217
MonotocityNot monotonic
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%)
0.34
 
9.3%
1.43
 
7.0%
1.13
 
7.0%
1.62
 
4.7%
0.82
 
4.7%
61
 
2.3%
61
 
2.3%
31
 
2.3%
0.51
 
2.3%
11
 
2.3%
Other values (24)24
55.8%
ValueCountFrequency (%)
0.21
 
2.3%
0.31
 
2.3%
0.34
9.3%
0.41
 
2.3%
0.51
 
2.3%
0.71
 
2.3%
0.82
4.7%
0.91
 
2.3%
11
 
2.3%
1.13
7.0%
ValueCountFrequency (%)
59.61
2.3%
24.51
2.3%
21.21
2.3%
21.11
2.3%
18.71
2.3%
16.51
2.3%
11.81
2.3%
7.61
2.3%
7.21
2.3%
6.11
2.3%
Distinct33
Distinct (%)100.0%
Missing10
Missing (%)23.3%
Infinite0
Infinite (%)0.0%
Mean27.18154679
Minimum0.708418891
Maximum197.3571429
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.708418891
5-th percentile1.407591755
Q14.214932127
median7
Q326.32432432
95-th percentile132.3335175
Maximum197.3571429
Range196.648724
Interquartile range (IQR)22.10939219

Descriptive statistics

Standard deviation46.44595861
Coefficient of variation (CV)1.708731257
Kurtosis5.927483136
Mean27.18154679
Median Absolute Deviation (MAD)4.82918552
Skewness2.524743369
Sum896.991044
Variance2157.227071
MonotocityNot monotonic
Histogram with fixed size bins (bins=33)
ValueCountFrequency (%)
131.35195531
 
2.3%
4.7540983611
 
2.3%
15.111111111
 
2.3%
5.7307692311
 
2.3%
2.1734104051
 
2.3%
25.418604651
 
2.3%
31.9581591
 
2.3%
2.4379310341
 
2.3%
4.8205128211
 
2.3%
26.324324321
 
2.3%
Other values (23)23
53.5%
(Missing)10
23.3%
ValueCountFrequency (%)
0.7084188911
2.3%
1.2070135751
2.3%
1.5413105411
2.3%
2.170814481
2.3%
2.1734104051
2.3%
2.4379310341
2.3%
3.0208333331
2.3%
3.1138211381
2.3%
4.2149321271
2.3%
4.2813572251
2.3%
ValueCountFrequency (%)
197.35714291
2.3%
133.80586081
2.3%
131.35195531
2.3%
110.40659341
2.3%
39.526315791
2.3%
31.9581591
2.3%
30.640378551
2.3%
29.470588241
2.3%
26.324324321
2.3%
25.418604651
2.3%
Distinct38
Distinct (%)100.0%
Missing5
Missing (%)11.6%
Infinite0
Infinite (%)0.0%
Mean46.14131579
Minimum0.69
Maximum365.29
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.69
5-th percentile1.3915
Q13.7525
median11.46
Q345.84
95-th percentile245.0635
Maximum365.29
Range364.6
Interquartile range (IQR)42.0875

Descriptive statistics

Standard deviation82.80880774
Coefficient of variation (CV)1.794678074
Kurtosis7.553148311
Mean46.14131579
Median Absolute Deviation (MAD)9.11
Skewness2.762099951
Sum1753.37
Variance6857.298639
MonotocityNot monotonic
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%)
1.061
 
2.3%
48.71
 
2.3%
19.151
 
2.3%
7.511
 
2.3%
35.071
 
2.3%
3.481
 
2.3%
50.661
 
2.3%
5.411
 
2.3%
6.121
 
2.3%
2.241
 
2.3%
Other values (28)28
65.1%
(Missing)5
 
11.6%
ValueCountFrequency (%)
0.691
2.3%
1.061
2.3%
1.451
2.3%
1.611
2.3%
2.241
2.3%
2.271
2.3%
2.431
2.3%
3.241
2.3%
3.291
2.3%
3.481
2.3%
ValueCountFrequency (%)
365.291
2.3%
301.411
2.3%
235.121
2.3%
110.521
2.3%
98.371
2.3%
97.131
2.3%
87.081
2.3%
76.381
2.3%
50.661
2.3%
48.71
2.3%
Distinct27
Distinct (%)100.0%
Missing16
Missing (%)37.2%
Infinite0
Infinite (%)0.0%
Mean52.77195315
Minimum3.384338434
Maximum185.0506586
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum3.384338434
5-th percentile6.080748663
Q117.85533525
median37.33333333
Q355.2971831
95-th percentile167.2595426
Maximum185.0506586
Range181.6663202
Interquartile range (IQR)37.44184784

Descriptive statistics

Standard deviation52.03382288
Coefficient of variation (CV)0.9860128303
Kurtosis1.298967267
Mean52.77195315
Median Absolute Deviation (MAD)21.23333333
Skewness1.495540102
Sum1424.842735
Variance2707.518724
MonotocityNot monotonic
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
7.6666666671
 
2.3%
45.545454551
 
2.3%
11.726883041
 
2.3%
5.4010695191
 
2.3%
19.610670511
 
2.3%
151.15847541
 
2.3%
36.555555561
 
2.3%
7.977580571
 
2.3%
61.21
 
2.3%
8.6384615381
 
2.3%
Other values (17)17
39.5%
(Missing)16
37.2%
ValueCountFrequency (%)
3.3843384341
2.3%
5.4010695191
2.3%
7.6666666671
2.3%
7.977580571
2.3%
8.6384615381
2.3%
11.726883041
2.3%
16.11
2.3%
19.610670511
2.3%
20.470588241
2.3%
24.923076921
2.3%
ValueCountFrequency (%)
185.05065861
2.3%
174.161
2.3%
151.15847541
2.3%
138.151
2.3%
103.10019731
2.3%
68.272727271
2.3%
61.21
2.3%
49.39436621
2.3%
48.540729641
2.3%
48.333333331
2.3%
Distinct30
Distinct (%)100.0%
Missing13
Missing (%)30.2%
Infinite0
Infinite (%)0.0%
Mean504.1889772
Minimum0.7239819
Maximum2062.178771
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.7239819
5-th percentile32.18091904
Q1106.9275569
median338.0594129
Q3694.8053563
95-th percentile1722.241126
Maximum2062.178771
Range2061.454789
Interquartile range (IQR)587.8777994

Descriptive statistics

Standard deviation539.130695
Coefficient of variation (CV)1.06930282
Kurtosis2.470517216
Mean504.1889772
Median Absolute Deviation (MAD)266.6134827
Skewness1.650518227
Sum15125.66932
Variance290661.9063
MonotocityNot monotonic
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
2062.1787711
 
2.3%
46.251
 
2.3%
10471
 
2.3%
1946.3157891
 
2.3%
375.20833331
 
2.3%
183.91155171
 
2.3%
190.83333331
 
2.3%
76.756756761
 
2.3%
114.01583711
 
2.3%
1448.3720931
 
2.3%
Other values (20)20
46.5%
(Missing)13
30.2%
ValueCountFrequency (%)
0.72398191
2.3%
26.889140271
2.3%
38.648648651
2.3%
46.251
2.3%
62.022792021
2.3%
76.756756761
2.3%
80.737704921
2.3%
104.56479691
2.3%
114.01583711
2.3%
176.66666671
2.3%
ValueCountFrequency (%)
2062.1787711
2.3%
1946.3157891
2.3%
1448.3720931
2.3%
10471
2.3%
994.24908421
2.3%
751.38075311
2.3%
736.14035091
2.3%
702.35294121
2.3%
672.16260161
2.3%
609.98372221
2.3%
Distinct26
Distinct (%)100.0%
Missing17
Missing (%)39.5%
Infinite0
Infinite (%)0.0%
Mean1437.975324
Minimum32.375
Maximum6003.333333
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum32.375
5-th percentile127.1219622
Q1373.5732813
median1083.327272
Q31832.386339
95-th percentile3987.454545
Maximum6003.333333
Range5970.958333
Interquartile range (IQR)1458.813058

Descriptive statistics

Standard deviation1441.98197
Coefficient of variation (CV)1.002786311
Kurtosis2.919149181
Mean1437.975324
Median Absolute Deviation (MAD)723.9652815
Skewness1.664018929
Sum37387.35841
Variance2079312
MonotocityNot monotonic
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
707.52482811
 
2.3%
1101
 
2.3%
2841
 
2.3%
41961
 
2.3%
32.3751
 
2.3%
1375.0253291
 
2.3%
6003.3333331
 
2.3%
347.64705881
 
2.3%
3361.8181821
 
2.3%
1085.4545451
 
2.3%
Other values (16)16
37.2%
(Missing)17
39.5%
ValueCountFrequency (%)
32.3751
2.3%
1101
2.3%
178.48784881
2.3%
203.5030361
2.3%
2841
2.3%
347.64705881
2.3%
371.07692311
2.3%
381.06235571
2.3%
520.63806781
2.3%
707.52482811
2.3%
ValueCountFrequency (%)
6003.3333331
2.3%
41961
2.3%
3361.8181821
2.3%
3166.7605631
2.3%
2538.5869571
2.3%
2531.4145741
2.3%
1903.6363641
2.3%
1618.6362641
2.3%
1378.3333331
2.3%
1375.0253291
2.3%
Distinct38
Distinct (%)100.0%
Missing5
Missing (%)11.6%
Infinite0
Infinite (%)0.0%
Mean932.6052632
Minimum0
Maximum5605.2
Zeros1
Zeros (%)2.3%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile13.115
Q1105.5
median417.1
Q31340.375
95-th percentile3757.675
Maximum5605.2
Range5605.2
Interquartile range (IQR)1234.875

Descriptive statistics

Standard deviation1296.999186
Coefficient of variation (CV)1.390726857
Kurtosis4.217903772
Mean932.6052632
Median Absolute Deviation (MAD)336.3
Skewness2.052460322
Sum35439
Variance1682206.889
MonotocityNot monotonic
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%)
577.71
 
2.3%
482.41
 
2.3%
78.91
 
2.3%
27.81
 
2.3%
2141.81
 
2.3%
1852.31
 
2.3%
1795.81
 
2.3%
6.41
 
2.3%
4133.81
 
2.3%
3691.31
 
2.3%
Other values (28)28
65.1%
(Missing)5
 
11.6%
ValueCountFrequency (%)
01
2.3%
6.41
2.3%
14.31
2.3%
25.91
2.3%
27.81
2.3%
28.41
2.3%
59.11
2.3%
78.91
2.3%
82.71
2.3%
102.51
2.3%
ValueCountFrequency (%)
5605.21
2.3%
4133.81
2.3%
3691.31
2.3%
2714.31
2.3%
2248.41
2.3%
2141.81
2.3%
1852.31
2.3%
1802.81
2.3%
1795.81
2.3%
1451.21
2.3%
Distinct33
Distinct (%)100.0%
Missing10
Missing (%)23.3%
Infinite0
Infinite (%)0.0%
Mean5.633942969
Minimum0.069918699
Maximum50.94642857
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.069918699
5-th percentile0.357638689
Q10.628415301
median1.351351351
Q35.335135135
95-th percentile22.09380525
Maximum50.94642857
Range50.87650987
Interquartile range (IQR)4.706719834

Descriptive statistics

Standard deviation10.61357478
Coefficient of variation (CV)1.883862658
Kurtosis11.94509787
Mean5.633942969
Median Absolute Deviation (MAD)0.944111532
Skewness3.362408575
Sum185.920118
Variance112.6479696
MonotocityNot monotonic
Histogram with fixed size bins (bins=33)
ValueCountFrequency (%)
5.3351351351
 
2.3%
0.5568965521
 
2.3%
1.4333333331
 
2.3%
0.4264705881
 
2.3%
0.8280542991
 
2.3%
0.9116809121
 
2.3%
0.2832369941
 
2.3%
9.0232108321
 
2.3%
1.1621621621
 
2.3%
0.5156695161
 
2.3%
Other values (23)23
53.5%
(Missing)10
23.3%
ValueCountFrequency (%)
0.0699186991
2.3%
0.2832369941
2.3%
0.4072398191
2.3%
0.4264705881
2.3%
0.5156695161
2.3%
0.5249266861
2.3%
0.5568965521
2.3%
0.6131221721
2.3%
0.6284153011
2.3%
0.8280542991
2.3%
ValueCountFrequency (%)
50.946428571
2.3%
36.439560441
2.3%
12.529968451
2.3%
12.19780221
2.3%
111
2.3%
9.0232108321
2.3%
7.614525141
2.3%
6.1705426361
2.3%
5.3351351351
2.3%
5.251
2.3%
Distinct27
Distinct (%)100.0%
Missing16
Missing (%)37.2%
Infinite0
Infinite (%)0.0%
Mean13.52490588
Minimum0.263319045
Maximum93.3
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.263319045
5-th percentile0.5595482479
Q14.027438855
median6.5
Q314.98333334
95-th percentile45.62151831
Maximum93.3
Range93.03668095
Interquartile range (IQR)10.95589448

Descriptive statistics

Standard deviation19.42746154
Coefficient of variation (CV)1.4364212
Kurtosis11.13885976
Mean13.52490588
Median Absolute Deviation (MAD)4.592307692
Skewness3.11912025
Sum365.1724588
Variance377.426262
MonotocityNot monotonic
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
1.2337662341
 
2.3%
0.4410441041
 
2.3%
2.7058823531
 
2.3%
14.666666671
 
2.3%
191
 
2.3%
6.51
 
2.3%
9.51
 
2.3%
16.869300911
 
2.3%
49.889669011
 
2.3%
5.6986143191
 
2.3%
Other values (17)17
39.5%
(Missing)16
37.2%
ValueCountFrequency (%)
0.2633190451
2.3%
0.4410441041
2.3%
0.8360579171
2.3%
1.2337662341
2.3%
1.9076923081
2.3%
2.7058823531
2.3%
3.8461538461
2.3%
4.2087238641
2.3%
4.31
2.3%
4.6363636361
2.3%
ValueCountFrequency (%)
93.31
2.3%
49.889669011
2.3%
35.66251
2.3%
19.850074961
2.3%
191
2.3%
16.869300911
2.3%
15.31
2.3%
14.666666671
2.3%
14.333333331
2.3%
10.815217391
2.3%

Land use per 1000kcal (m² per 1000kcal)
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct33
Distinct (%)100.0%
Missing10
Missing (%)23.3%
Infinite0
Infinite (%)0.0%
Mean12.42316536
Minimum0.273755656
Maximum119.4908425
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.273755656
5-th percentile0.557264957
Q11.3125
median2.976244344
Q36.605405405
95-th percentile69.82800812
Maximum119.4908425
Range119.2170868
Interquartile range (IQR)5.292905405

Descriptive statistics

Standard deviation28.34869347
Coefficient of variation (CV)2.281921929
Kurtosis11.3039086
Mean12.42316536
Median Absolute Deviation (MAD)1.773755656
Skewness3.434620949
Sum409.9644569
Variance803.6484213
MonotocityNot monotonic
Histogram with fixed size bins (bins=33)
ValueCountFrequency (%)
1.9977375571
 
2.3%
119.49084251
 
2.3%
38.607142861
 
2.3%
3.2352941181
 
2.3%
1.8583162221
 
2.3%
0.2737556561
 
2.3%
1.2021857921
 
2.3%
4.5659824051
 
2.3%
15.838827841
 
2.3%
2.1560693641
 
2.3%
Other values (23)23
53.5%
(Missing)10
23.3%
ValueCountFrequency (%)
0.2737556561
2.3%
0.5213675211
2.3%
0.5811965811
2.3%
0.7596310361
2.3%
0.8918918921
2.3%
1.0540540541
2.3%
1.2021857921
2.3%
1.2024886881
2.3%
1.31251
2.3%
1.5706896551
2.3%
ValueCountFrequency (%)
119.49084251
2.3%
116.6593061
2.3%
38.607142861
2.3%
22.684754521
2.3%
15.838827841
2.3%
14.916666671
2.3%
13.33849131
2.3%
7.2635983261
2.3%
6.6054054051
2.3%
4.6983240221
2.3%

Land use per kilogram (m² per kilogram)
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct38
Distinct (%)100.0%
Missing5
Missing (%)11.6%
Infinite0
Infinite (%)0.0%
Mean29.26447368
Minimum0.33
Maximum369.81
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum0.33
5-th percentile0.3885
Q11.1125
median6.865
Q314.9175
95-th percentile123.553
Maximum369.81
Range369.48
Interquartile range (IQR)13.805

Descriptive statistics

Standard deviation78.49007366
Coefficient of variation (CV)2.68209415
Kurtosis14.53992074
Mean29.26447368
Median Absolute Deviation (MAD)5.995
Skewness3.862068603
Sum1112.05
Variance6160.691663
MonotocityNot monotonic
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%)
1.781
 
2.3%
0.881
 
2.3%
7.461
 
2.3%
9.111
 
2.3%
15.571
 
2.3%
326.211
 
2.3%
0.391
 
2.3%
369.811
 
2.3%
0.861
 
2.3%
7.61
 
2.3%
Other values (28)28
65.1%
(Missing)5
 
11.6%
ValueCountFrequency (%)
0.331
2.3%
0.381
2.3%
0.391
2.3%
0.551
2.3%
0.631
2.3%
0.661
2.3%
0.81
2.3%
0.861
2.3%
0.881
2.3%
0.891
2.3%
ValueCountFrequency (%)
369.811
2.3%
326.211
2.3%
87.791
2.3%
68.961
2.3%
43.241
2.3%
26.311
2.3%
21.621
2.3%
17.661
2.3%
17.361
2.3%
15.571
2.3%

Land use per 100g protein (m² per 100g protein)
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct27
Distinct (%)100.0%
Missing16
Missing (%)37.2%
Infinite0
Infinite (%)0.0%
Mean29.10504164
Minimum3
Maximum184.8125937
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum3
5-th percentile3.31720072
Q15.088235294
median7.936313533
Q323.00238095
95-th percentile155.8930512
Maximum184.8125937
Range181.8125937
Interquartile range (IQR)17.91414566

Descriptive statistics

Standard deviation49.30733927
Coefficient of variation (CV)1.694116775
Kurtosis5.311746662
Mean29.10504164
Median Absolute Deviation (MAD)4.636313533
Skewness2.526165315
Sum785.8361243
Variance2431.213706
MonotocityNot monotonic
Histogram with fixed size bins (bins=27)
ValueCountFrequency (%)
137.921
 
2.3%
31
 
2.3%
51
 
2.3%
211
 
2.3%
7.2723026621
 
2.3%
5.1764705881
 
2.3%
21.444444441
 
2.3%
184.81259371
 
2.3%
3.4797555391
 
2.3%
3.3573357341
 
2.3%
Other values (17)17
39.5%
(Missing)16
37.2%
ValueCountFrequency (%)
31
2.3%
3.31
2.3%
3.3573357341
2.3%
3.4797555391
2.3%
3.6877877661
2.3%
3.9436619721
2.3%
51
2.3%
5.1764705881
2.3%
5.6506849321
2.3%
5.8461538461
2.3%
ValueCountFrequency (%)
184.81259371
2.3%
163.59578741
2.3%
137.921
2.3%
39.759963771
2.3%
27.121212121
2.3%
27.0251
2.3%
24.11
2.3%
21.90476191
2.3%
21.444444441
2.3%
211
2.3%
Distinct38
Distinct (%)100.0%
Missing5
Missing (%)11.6%
Infinite0
Infinite (%)0.0%
Mean36607.42895
Minimum0
Maximum229889.8
Zeros1
Zeros (%)2.3%
Memory size472.0 B

Quantile statistics

Minimum0
5-th percentile291.88
Q13325.075
median14533.05
Q335960.175
95-th percentile177985.76
Maximum229889.8
Range229889.8
Interquartile range (IQR)32635.1

Descriptive statistics

Standard deviation56891.28305
Coefficient of variation (CV)1.554091196
Kurtosis4.075315891
Mean36607.42895
Median Absolute Deviation (MAD)13399.45
Skewness2.18698268
Sum1391082.3
Variance3236618087
MonotocityNot monotonic
Histogram with fixed size bins (bins=38)
ValueCountFrequency (%)
18786.21
 
2.3%
1419251
 
2.3%
61797.91
 
2.3%
41572.21
 
2.3%
17982.71
 
2.3%
12948.61
 
2.3%
1149.31
 
2.3%
929.21
 
2.3%
14177.91
 
2.3%
14888.21
 
2.3%
Other values (28)28
65.1%
(Missing)5
 
11.6%
ValueCountFrequency (%)
01
2.3%
36.21
2.3%
3371
2.3%
661.91
2.3%
929.21
2.3%
9321
2.3%
955.61
2.3%
1149.31
2.3%
2754.21
2.3%
2879.21
2.3%
ValueCountFrequency (%)
229889.81
2.3%
180850.61
2.3%
177480.21
2.3%
1419251
2.3%
119805.21
2.3%
66867.41
2.3%
61797.91
2.3%
49576.31
2.3%
41572.21
2.3%
36369.41
2.3%
Distinct26
Distinct (%)100.0%
Missing17
Missing (%)39.5%
Infinite0
Infinite (%)0.0%
Mean59196.4385
Minimum421.25
Maximum431620
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum421.25
5-th percentile6111.107692
Q111018.40101
median20917.2136
Q370651.72102
95-th percentile193910.1468
Maximum431620
Range431198.75
Interquartile range (IQR)59633.32001

Descriptive statistics

Standard deviation89928.1893
Coefficient of variation (CV)1.519148644
Kurtosis12.08053182
Mean59196.4385
Median Absolute Deviation (MAD)17784.39703
Skewness3.230307937
Sum1539107.401
Variance8087079231
MonotocityNot monotonic
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%)
10498.552081
 
2.3%
12577.947791
 
2.3%
421.251
 
2.3%
2116211
 
2.3%
4316201
 
2.3%
77711.666671
 
2.3%
140777.58731
 
2.3%
17418.505521
 
2.3%
48506.363641
 
2.3%
5758.41
 
2.3%
Other values (16)16
37.2%
(Missing)17
39.5%
ValueCountFrequency (%)
421.251
2.3%
5758.41
2.3%
7169.2307691
2.3%
7354.4444441
2.3%
8185.8545031
2.3%
92921
2.3%
10498.552081
2.3%
12577.947791
2.3%
14450.923081
2.3%
16201.176471
2.3%
ValueCountFrequency (%)
4316201
2.3%
2116211
2.3%
140777.58731
2.3%
81906.974641
2.3%
77711.666671
2.3%
76864.545451
2.3%
70927.036481
2.3%
69825.774651
2.3%
60691.590681
2.3%
59958.484851
2.3%
Distinct30
Distinct (%)100.0%
Missing13
Missing (%)30.2%
Infinite0
Infinite (%)0.0%
Mean17380.57541
Minimum4.095022624
Maximum49735.88235
Zeros0
Zeros (%)0.0%
Memory size472.0 B

Quantile statistics

Minimum4.095022624
5-th percentile577.1014438
Q12969.124983
median12605.25679
Q328056.47159
95-th percentile45849.36368
Maximum49735.88235
Range49731.78733
Interquartile range (IQR)25087.34661

Descriptive statistics

Standard deviation16232.08021
Coefficient of variation (CV)0.9339207608
Kurtosis-0.924351751
Mean17380.57541
Median Absolute Deviation (MAD)11013.15519
Skewness0.680943518
Sum521417.2623
Variance263480427.9
MonotocityNot monotonic
Histogram with fixed size bins (bins=30)
ValueCountFrequency (%)
1198.3823531
 
2.3%
4683.3618231
 
2.3%
4.0950226241
 
2.3%
556.90522241
 
2.3%
26976.251
 
2.3%
2704.6438751
 
2.3%
49735.882351
 
2.3%
2511.3513511
 
2.3%
27977.991631
 
2.3%
37380.455281
 
2.3%
Other values (20)20
46.5%
(Missing)13
30.2%
ValueCountFrequency (%)
4.0950226241
2.3%
556.90522241
2.3%
601.78571431
2.3%
1103.1666671
2.3%
1198.3823531
2.3%
2511.3513511
2.3%
2518.9189191
2.3%
2704.6438751
2.3%
3762.5683061
2.3%
4114.185521
2.3%
ValueCountFrequency (%)
49735.882351
2.3%
46731.421191
2.3%
44771.293381
2.3%
43884.688641
2.3%
37380.455281
2.3%
37126.491231
2.3%
32977.166671
2.3%
28082.631581
2.3%
27977.991631
2.3%
26976.251
2.3%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

Sample

First rows

Food productLand use changeAnimal FeedFarmProcessingTransportPackgingRetailTotal_emissionsEutrophying emissions per 1000kcal (gPO₄eq per 1000kcal)Eutrophying emissions per kilogram (gPO₄eq per kilogram)Eutrophying emissions per 100g protein (gPO₄eq per 100 grams protein)Freshwater withdrawals per 1000kcal (liters per 1000kcal)Freshwater withdrawals per 100g protein (liters per 100g protein)Freshwater withdrawals per kilogram (liters per kilogram)Greenhouse gas emissions per 1000kcal (kgCO₂eq per 1000kcal)Greenhouse gas emissions per 100g protein (kgCO₂eq per 100g protein)Land use per 1000kcal (m² per 1000kcal)Land use per kilogram (m² per kilogram)Land use per 100g protein (m² per 100g protein)Scarcity-weighted water use per kilogram (liters per kilogram)Scarcity-weighted water use per 100g protein (liters per 100g protein)Scarcity-weighted water use per 1000kcal (liters per 1000 kilocalories)
0Wheat & Rye (Bread)0.10.00.80.20.10.10.11.4NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1Maize (Meal)0.30.00.50.10.10.10.01.1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2Barley (Beer)0.00.00.20.10.00.50.31.1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3Oatmeal0.00.01.40.00.10.10.01.64.28135711.238.638462183.911552371.076923482.40.9454821.9076922.8974467.605.84615418786.214450.923087162.104461
4Rice0.00.03.60.10.10.10.14.09.51437935.0749.394366609.9837223166.7605632248.41.2072716.2676060.7596312.803.94366249576.369825.7746513449.891480
5Potatoes0.00.00.20.00.10.00.00.34.7540983.4820.47058880.737705347.64705959.10.6284152.7058821.2021860.885.1764712754.216201.176473762.568306
6Cassava0.60.00.20.00.10.00.00.90.7084190.697.666667NaNNaN0.01.35523614.6666671.8583161.8120.1111110.0NaNNaN
7Cane Sugar1.20.00.50.00.80.10.02.64.82051316.92NaN176.666667NaN620.10.911681NaN0.5811972.04NaN16438.6NaN4683.361823
8Beet Sugar0.00.00.50.20.60.10.01.41.5413115.41NaN62.022792NaN217.70.515670NaN0.5213681.83NaN9493.3NaN2704.643875
9Other Pulses0.00.01.10.00.10.40.01.65.00879817.087.977581NaN203.503036435.70.5249270.8360584.56598215.577.27230322477.410498.55208NaN

Last rows

Food productLand use changeAnimal FeedFarmProcessingTransportPackgingRetailTotal_emissionsEutrophying emissions per 1000kcal (gPO₄eq per 1000kcal)Eutrophying emissions per kilogram (gPO₄eq per kilogram)Eutrophying emissions per 100g protein (gPO₄eq per 100 grams protein)Freshwater withdrawals per 1000kcal (liters per 1000kcal)Freshwater withdrawals per 100g protein (liters per 100g protein)Freshwater withdrawals per kilogram (liters per kilogram)Greenhouse gas emissions per 1000kcal (kgCO₂eq per 1000kcal)Greenhouse gas emissions per 100g protein (kgCO₂eq per 100g protein)Land use per 1000kcal (m² per 1000kcal)Land use per kilogram (m² per kilogram)Land use per 100g protein (m² per 100g protein)Scarcity-weighted water use per kilogram (liters per kilogram)Scarcity-weighted water use per 100g protein (liters per 100g protein)Scarcity-weighted water use per 1000kcal (liters per 1000 kilocalories)
33Beef (beef herd)16.31.939.41.30.30.20.259.6110.406593301.41151.158475531.575092727.7833501451.236.43956049.889669119.490842326.21163.59578734732.517418.50552012722.52747
34Beef (dairy herd)0.92.515.71.10.40.30.221.1133.805861365.29185.050659994.2490841375.0253292714.312.19780216.86930115.83882843.2421.904762119805.260691.59068043884.68864
35Lamb & Mutton0.52.419.51.10.50.30.224.530.64037997.1348.540730568.706625900.9495251802.812.52996819.850075116.659306369.81184.812594141925.070927.03648044771.29338
36Pig Meat1.52.91.70.30.30.30.27.231.95815976.3847.206428751.3807531109.8887521795.85.1506287.6081587.26359817.3610.72929566867.441327.19407027977.99163
37Poultry Meat2.51.80.70.40.30.20.26.126.32432448.7028.117783356.756757381.062356660.05.3351355.6986146.60540512.227.05542714177.98185.8545037663.72973
38Milk0.50.21.50.10.10.10.32.817.75000010.6532.2727271047.0000001903.636364628.25.2500009.50000014.9166678.9527.12121219786.359958.48485032977.16667
39Cheese4.52.313.10.70.10.20.321.225.41860598.3744.5516301448.3720932538.5869575605.26.17054310.81521722.68475587.7939.759964180850.681906.97464046731.42119
40Eggs0.72.21.30.00.10.20.04.515.11111121.7619.610671401.180556520.638068577.73.2430564.2087244.3541676.275.65068517982.716206.47080012487.98611
41Fish (farmed)0.50.83.60.00.10.10.05.1131.351955235.12103.1001972062.1787711618.6362643691.37.6145255.9767594.6983248.413.68778841572.218229.42337023224.69274
42Shrimps (farmed)0.22.58.40.00.20.30.211.8NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN